There has been some developments at  Apache SAMOA
<https://samoa.incubator.apache.org/>   for a forest of decision trees.

This is not regular Random Forest, but a form of trees that can be
incrementally learned fast. If I recall correctly they also have adaptive
algorithms as well. Here are some resources:

*  VHT: Vertical Hoeffding Tree <https://arxiv.org/pdf/1607.08325.pdf>  

*  Apache SAMOA <https://samoa.incubator.apache.org/>  

Now I don't know the status of the project nor have I tried them, nor have I
ever tried SAMOA; but this is something that could fit your needs.



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